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Assessment of fit of item response theory models used in large-scale educational survey assessments

机译:大规模教育调查评估中使用的项目反应理论模型的契合度评估

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Abstract Latent regression models are used for score-reporting purposes in large-scale educational survey assessments such as the National Assessment of Educational Progress (NAEP) and Trends in International Mathematics and Science Study (TIMSS). One component of these models is based on item response theory. While there exists some research on assessment of fit of item response theory models in the context of large-scale assessments, there is a scope of further research on the topic. We suggest two types of residuals to assess the fit of item response theory models in the context of large-scale assessments. The Type I error rates and power of the residuals are computed from simulated data. The residuals are computed using data from four NAEP assessments. Misfit was found for all data sets for both types of residuals, but the practical significance of the misfit was minimal.
机译:摘要潜在回归模型用于大型教育调查评估中的分数报告目的,例如国家教育进展评估(NAEP)和国际数学和科学研究的趋势(TIMSS)。这些模型的一个组成部分基于项目响应理论。尽管在大规模评估的背景下已有一些关于项目反应理论模型的适合度评估的研究,但在该主题上还有进一步的研究范围。我们建议两种残差类型,以在大规模评估的背景下评估项目响应理论模型的拟合度。 I类错误率和残差功效是根据模拟数据计算得出的。使用来自四个NAEP评估的数据计算残差。在两种残差类型的所有数据集上都发现了失配,但是失配的实际意义很小。

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